By Associate Professor Xiuping Jia

Journal articles

Guo Y; Jia X; Paull D, 2018, 'Effective sequential classifier training for SVM-based multitemporal remote sensing image classification', IEEE Transactions on Image Processing, 27, pp. 3036 - 3048, http://dx.doi.org/10.1109/TIP.2018.2808767

Gao Q; Lim S; Jia X, 2018, 'Hyperspectral image classification using convolutional neural networks and multiple feature learning', Remote Sensing, 10, pp. 299, http://dx.doi.org/10.3390/rs10020299

Jia S; Deng B; Zhu J; Jia X; Li Q, 2018, 'Local Binary Pattern-Based Hyperspectral Image Classification with Superpixel Guidance', IEEE Transactions on Geoscience and Remote Sensing, 56, pp. 749 - 759, http://dx.doi.org/10.1109/TGRS.2017.2754511

Du B; Huang Z; Wang N; Zhang Y; Jia X, 2018, 'Joint weighted nuclear norm and total variation regularization for hyperspectral image denoising', International Journal of Remote Sensing, 39, pp. 334 - 355, http://dx.doi.org/10.1080/01431161.2017.1382742

Zhang A; Sun G; Ren J; Li X; Wang Z; Jia X, 2018, 'A dynamic neighborhood learning-based gravitational search algorithm', IEEE Transactions on Cybernetics, 48, pp. 436 - 447, http://dx.doi.org/10.1109/TCYB.2016.2641986

Wang T; Zhang H; Lin H; Jia X, 2018, 'A Sparse Representation Method for a Priori Target Signature Optimization in Hyperspectral Target Detection', IEEE Access, 6, pp. 3408 - 3424, http://dx.doi.org/10.1109/ACCESS.2017.2773662

Sun G; Ma P; Ren J; Zhang A; Jia X, 2018, 'A stability constrained adaptive alpha for gravitational search algorithm', Knowledge-Based Systems, 139, pp. 200 - 213, http://dx.doi.org/10.1016/j.knosys.2017.10.018

Gao Q; Lim S; Jia X, 2018, 'Hyperspectral image classification using joint sparse model and discontinuity preserving relaxation', IEEE Geoscience and Remote Sensing Letters, 15, pp. 78 - 82, http://dx.doi.org/10.1109/LGRS.2017.2774253

Li F; Xin L; Guo Y; Gao D; Kong X; Jia X, 2018, 'Super-resolution for GaoFen-4 remote sensing images', IEEE Geoscience and Remote Sensing Letters, 15, pp. 28 - 32, http://dx.doi.org/10.1109/LGRS.2017.2768331

Hallikainen M; Moreira A; Wiesbeck W; Jia X; Judge J, 2018, 'Awards Presented at the IGARSS 2018 Banquet: THE IEEE Geoscience and Remote Sensing Society Awards Committee Cochairs [Conference Reports]', IEEE Geoscience and Remote Sensing Magazine, 6, pp. 74 - 110, http://dx.doi.org/10.1109/mgrs.2018.2871592

Moreira A; Wiesbeck W; Hallikainen M; Judge J; Jia X, 2018, 'IGARSS in Valencia, Spain: Impressions from the First Days [Conference Reports]', IEEE Geoscience and Remote Sensing Magazine, 6, pp. 63 - 73, http://dx.doi.org/10.1109/mgrs.2018.2868003

Zhu J; Hu J; Jia S; Jia X; Li Q, 2017, 'Multiple 3-D Feature Fusion Framework for Hyperspectral Image Classification', IEEE Transactions on Geoscience and Remote Sensing, 56, pp. 1873 - 1886, http://dx.doi.org/10.1109/TGRS.2017.2769113

Yin J; Qv H; Luo X; Jia X, 2017, 'Corrections to ''Segment-Oriented Depiction and Analysis for Hyperspectral Image Data''', IEEE Transactions on Geoscience and Remote Sensing, http://dx.doi.org/10.1109/TGRS.2017.2779458

Chen Y; Zhu L; Ghamisi P; Jia X; Li G; Tang L, 2017, 'Hyperspectral Images Classification with Gabor Filtering and Convolutional Neural Network', IEEE Geoscience and Remote Sensing Letters, 14, pp. 2355 - 2359, http://dx.doi.org/10.1109/LGRS.2017.2764915

Gu Y; Chanussot J; Jia X; Benediktsson JA, 2017, 'Multiple Kernel Learning for Hyperspectral Image Classification: A Review', IEEE Transactions on Geoscience and Remote Sensing, 55, pp. 6547 - 6565, http://dx.doi.org/10.1109/TGRS.2017.2729882

Sun G; Hao Y; Chen X; Ren J; Zhang A; Huang B; Zhang Y; Jia X, 2017, 'Dynamic post-earthquake image segmentation with an adaptive spectral-spatial descriptor', Remote Sensing, 9, pp. 899, http://dx.doi.org/10.3390/rs9090899

Chen Y; Li C; Ghamisi P; Jia X; Gu Y, 2017, 'Deep fusion of remote sensing data for accurate classification', IEEE Geoscience and Remote Sensing Letters, 14, pp. 1253 - 1257, http://dx.doi.org/10.1109/LGRS.2017.2704625

Lu T; Li S; Fang L; Jia X; Benediktsson JA, 2017, 'From Subpixel to Superpixel: A Novel Fusion Framework for Hyperspectral Image Classification', IEEE Transactions on Geoscience and Remote Sensing, 55, pp. 4398 - 4411, http://dx.doi.org/10.1109/TGRS.2017.2691906

Guo Y; Jia X; Paull D, 2017, 'Superpixel-Based Adaptive Kernel Selection for Angular Effect Normalization of Remote Sensing Images With Kernel Learning', IEEE Transactions on Geoscience and Remote Sensing, 55, pp. 4262 - 4271, http://dx.doi.org/10.1109/TGRS.2017.2689798

Yin J; Qv H; Luo X; Jia X, 2017, 'Segment-Oriented Depiction and Analysis for Hyperspectral Image Data', IEEE Transactions on Geoscience and Remote Sensing, 55, pp. 3982 - 3996, http://dx.doi.org/10.1109/TGRS.2017.2686444

Wang Z; Du B; Zhang L; Zhang L; Jia X, 2017, 'A Novel Semisupervised Active-Learning Algorithm for Hyperspectral Image Classification', IEEE Transactions on Geoscience and Remote Sensing, 55, pp. 3071 - 3083, http://dx.doi.org/10.1109/TGRS.2017.2650938

Sun G; Zhang A; Ren J; Ma J; Wang P; Zhang Y; Jia X, 2017, 'Gravitation-based edge detection in hyperspectral images', Remote Sensing, 9, pp. 592, http://dx.doi.org/10.3390/rs9060592

Gao L; Zhao B; Jia X; Liao W; Zhang B, 2017, 'Optimized kernel minimum noise fraction transformation for hyperspectral image classification', Remote Sensing, 9, pp. 548, http://dx.doi.org/10.3390/rs9060548

Jia S; Deng B; Zhu J; Jia X; Li Q, 2017, 'Superpixel-based multitask learning framework for hyperspectral image classification', IEEE Transactions on Geoscience and Remote Sensing, 55, pp. 2575 - 2588, http://dx.doi.org/10.1109/TGRS.2017.2647815

Jia S; Hu J; Zhu J; Jia X; Li Q, 2017, 'Three-Dimensional Local Binary Patterns for Hyperspectral Imagery Classification', IEEE Transactions on Geoscience and Remote Sensing, 55, pp. 2399 - 2413, http://dx.doi.org/10.1109/TGRS.2016.2642951

Fu Y; Zhao C; Wang J; Jia X; Yang G; Song X; Feng H, 2017, 'An improved combination of spectral and spatial features for vegetation classification in hyperspectral images', Remote Sensing, 9, pp. 261, http://dx.doi.org/10.3390/rs9030261

Li F; Xin L; Guo Y; Gao J; Jia X, 2017, 'A Framework of Mixed Sparse Representations for Remote Sensing Images', IEEE Transactions on Geoscience and Remote Sensing, 55, pp. 1210 - 1221, http://dx.doi.org/10.1109/TGRS.2016.2621123

Liu Y; Li J; Du P; Plaza A; Jia X; Zhang X, 2017, 'Class-Oriented Spectral Partitioning for Remotely Sensed Hyperspectral Image Classification', IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 10, pp. 691 - 711, http://dx.doi.org/10.1109/JSTARS.2016.2588980

Trisasongko BH; Panuju DR; Paull DJ; Jia X; Griffin AL, 2017, 'Comparing six pixel-wise classifiers for tropical rural land cover mapping using four forms of fully polarimetric SAR data', INTERNATIONAL JOURNAL OF REMOTE SENSING, 38, pp. 3274 - 3293, http://dx.doi.org/10.1080/01431161.2017.1292072

Zhao C; Zhao G; Jia X, 2017, 'Hyperspectral Image Unmixing Based on Fast Kernel Archetypal Analysis', IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 10, pp. 331 - 346, http://dx.doi.org/10.1109/JSTARS.2016.2606504

Sun G; Chen X; Ren J; Zhang A; Jia X, 2017, 'Stratified spectral mixture analysis of medium resolution imagery for impervious surface mapping', International Journal of Applied Earth Observation and Geoinformation, 60, pp. 38 - 48, http://dx.doi.org/10.1016/j.jag.2017.04.006

Hallikainen M; Wiesbeck W; Gamba P; Judge J; Jia X, 2017, 'Awards Presented at the IGARSS 2017 Banquet [Conference Reports]', IEEE Geoscience and Remote Sensing Magazine, 5, pp. 94 - 107, http://dx.doi.org/10.1109/mgrs.2017.2762838

Liu T; Gu Y; Jia X; Benediktsson JA; Chanussot J, 2016, 'Class-Specific Sparse Multiple Kernel Learning for Spectral-Spatial Hyperspectral Image Classification', IEEE Transactions on Geoscience and Remote Sensing, 54, pp. 7351 - 7365, http://dx.doi.org/10.1109/TGRS.2016.2600522

Li S; Lu T; Fang L; Jia X; Benediktsson JA, 2016, 'Probabilistic Fusion of Pixel-Level and Superpixel-Level Hyperspectral Image Classification', IEEE Transactions on Geoscience and Remote Sensing, 54, pp. 7416 - 7420, http://dx.doi.org/10.1109/TGRS.2016.2603190

Li S; Ni L; Jia X; Gao L; Zhang B; Peng M, 2016, 'Multi-scale superpixel spectral–spatial classification of hyperspectral images', International Journal of Remote Sensing, 37, pp. 4905 - 4922, http://dx.doi.org/10.1080/01431161.2016.1225175

Chen Y; Jiang H; Li C; Jia X; Ghamisi P, 2016, 'Deep Feature Extraction and Classification of Hyperspectral Images Based on Convolutional Neural Networks', IEEE Transactions on Geoscience and Remote Sensing, 54, pp. 6232 - 6251, http://dx.doi.org/10.1109/TGRS.2016.2584107

Sun G; Zhang A; Jia X; Li X; Ji S; Wang Z, 2016, 'DMMOGSA: Diversity-enhanced and memory-based multi-objective gravitational search algorithm', Information Sciences, 363, pp. 52 - 71, http://dx.doi.org/10.1016/j.ins.2016.05.007

Yin J; Yu W; Jia X, 2016, 'Hybrid Norm Pursuit Method for Hyperspectral Image Reconstruction', IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 9, pp. 4492 - 4500, http://dx.doi.org/10.1109/JSTARS.2016.2535467

Li X; Jia X; Wang L; Zhao K, 2016, 'Reduction of Spectral Unmixing Uncertainty Using Minimum-Class-Variance Support Vector Machines', IEEE Geoscience and Remote Sensing Letters, 13, pp. 1335 - 1339, http://dx.doi.org/10.1109/LGRS.2016.2584660

Zhao G; Zhao C; Jia X, 2016, 'Multilayer Unmixing for Hyperspectral Imagery with Fast Kernel Archetypal Analysis', IEEE Geoscience and Remote Sensing Letters, PP, http://dx.doi.org/10.1109/LGRS.2016.2595102

Jia S; Hu J; Xie Y; Shen L; Jia X; Li Q, 2016, 'Gabor Cube Selection Based Multitask Joint Sparse Representation for Hyperspectral Image Classification', IEEE Transactions on Geoscience and Remote Sensing, 54, pp. 3174 - 3187, http://dx.doi.org/10.1109/TGRS.2015.2513082

Gu Y; Liu T; Jia X; Benediktsson JA; Chanussot J, 2016, 'Nonlinear Multiple Kernel Learning with Multiple-Structure-Element Extended Morphological Profiles for Hyperspectral Image Classification', IEEE Transactions on Geoscience and Remote Sensing, 54, pp. 3235 - 3247, http://dx.doi.org/10.1109/TGRS.2015.2514161

Chen T; Niu R; Jia X, 2016, 'A comparison of information value and logistic regression models in landslide susceptibility mapping by using GIS', Environmental Earth Sciences, 75, http://dx.doi.org/10.1007/s12665-016-5317-y

Xu M; Jia X; Pickering M; Plaza AJ, 2016, 'Cloud removal based on sparse representation via multitemporal dictionary learning', IEEE Transactions on Geoscience and Remote Sensing, 54, pp. 2998 - 3006, http://dx.doi.org/10.1109/TGRS.2015.2509860

Sun G; Chen X; Jia X; Yao Y; Wang Z, 2016, 'Combinational Build-Up Index (CBI) for Effective Impervious Surface Mapping in Urban Areas', IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 9, pp. 2081 - 2092, http://dx.doi.org/10.1109/JSTARS.2015.2478914

Hossain MA; Jia X; Benediktsson JA, 2016, 'One-Class Oriented Feature Selection and Classification of Heterogeneous Remote Sensing Images', IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 9, pp. 1606 - 1612, http://dx.doi.org/10.1109/JSTARS.2015.2506268

Xu M; Pickering M; Plaza AJ; Jia X, 2016, 'Thin cloud removal based on signal transmission principles and spectral mixture analysis', IEEE Transactions on Geoscience and Remote Sensing, 54, pp. 1659 - 1669, http://dx.doi.org/10.1109/TGRS.2015.2486780

Li J; Khodadadzadeh M; Plaza A; Jia X; Bioucas-Dias JM, 2016, 'A Discontinuity Preserving Relaxation Scheme for Spectral-Spatial Hyperspectral Image Classification', IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 9, pp. 625 - 639, http://dx.doi.org/10.1109/JSTARS.2015.2470129

Zhang G; Jia X; Hu J, 2015, 'Superpixel-based graphical model for remote sensing image mapping', IEEE Transactions on Geoscience and Remote Sensing, 53, pp. 5861 - 5871, http://dx.doi.org/10.1109/TGRS.2015.2423688

Gu Y; Wang Q; Jia X; Benediktsson JA, 2015, 'A Novel MKL Model of Integrating LiDAR Data and MSI for Urban Area Classification', IEEE Transactions on Geoscience and Remote Sensing, 53, pp. 5312 - 5326, http://dx.doi.org/10.1109/TGRS.2015.2421051

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